Automatic Differentiation Does Incur Truncation Errors (Kinda)

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  • ChainRules.jl

    forward and reverse mode automatic differentiation primitives for Julia Base + StdLibs

  • The Julia ecosystem provides has a library that includes the differentiation rules hinted at at the end.

    https://github.com/JuliaDiff/ChainRules.jl is used by (almost all) automatic differentiation engines and provides an extensive list of such rules.

    If the example used sin|cos the auto diff implementations in Julia would have called native cos|-sin and not encurred such a "truncation error". However the post illustrates the idea in a good way.

    Good post oxinabox

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